{"id":"W2953735966","doi":"10.1158/1538-7445.am2019-2296","title":"Abstract 2296: Validation of a novel one-step digital PCR platform with precision circulating cell-free DNA standards","year":2019,"lang":"en","type":"article","venue":"Cancer Research","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centracare","funders":"","keywords":"Digital polymerase chain reaction; T790M; Liquid biopsy; Resistance mutation; Cancer; Cancer research; Medicine; Polymerase chain reaction; Biology; Epidermal growth factor receptor; Internal medicine; Reverse transcriptase; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003200342,0.001025575,0.000543377,0.0009059173,0.0003479309,0.001177141,0.001541177,0.00165671,0.002351686],"category_scores_gemma":[0.004249511,0.0004961442,0.0005443671,0.0005431706,0.00110847,0.0007437624,0.0009311315,0.001028111,0.002205284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006537414,"about_ca_system_score_gemma":0.001377443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008756233,"about_ca_topic_score_gemma":0.0009251384,"domain_scores_codex":[0.993118,0.001068816,0.0003365254,0.001846671,0.003417795,0.0002120659],"domain_scores_gemma":[0.9978941,0.0006175947,0.0003540693,0.0003157295,0.000711694,0.0001068472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002776782,0.0002808662,0.001715337,0.000325717,0.00004371365,0.0001136938,0.0001409836,0.001479019,0.9617431,0.0007822073,0.0008352206,0.0322626],"study_design_scores_gemma":[0.00003472508,0.0005744194,0.001162453,0.00002261382,0.00003266633,0.0003394237,0.00002417674,0.009305294,0.9819815,0.0001701182,0.006313675,0.00003886847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3262852,0.002839447,0.6533333,0.0007154085,0.000841247,0.002084704,0.002350701,0.005874044,0.005676087],"genre_scores_gemma":[0.4146353,0.0009898177,0.5695492,0.0007736938,0.0001313965,0.00126589,0.002808071,0.0003310272,0.009515593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003200342,"threshold_uncertainty_score":0.01692522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05655263355619434,"score_gpt":0.3348792129791345,"score_spread":0.2783265794229402,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}